Features

Concurrent Execution Multiplexing

Deep testing methodologies yielding purely parallel inference from disconnected labs instantaneously.

The HTTP Distribution Fanout

When a system attempts to gauge output truthfulness mathematically (for instance comparing GPT-4 logic arrays versus Llama-3 arrays), routing the requests linearly (awaiting one before sending the next) results in catastrophic UI blocking.

Duplex implements a dynamic fan-out fan-in pattern. When the 'Start Inference' event executes, N concurrent native fetch commands are generated bound to separate readable streams. Because JavaScript executes as a single-threaded Event Loop, offloading the physical network wait-state simultaneously drops user wait time massively.

  • React state captures fragmented chunk arrays independently.
  • View lane flex containers are totally isolated from sibling render loops protecting FPS drops.
  • Token counts per second aggregate locally allowing true A/B benchmarking across hardware vs cloud boundaries.